Taipei Tech Intro to AI (臺北科技大學人工智慧概論)

Introduction to Artificial Intelligence 人工智慧概論

Taipei Tech 人工智慧概論  Playlist

	Topic	Learning Objectives	Slides	Code
	Course Requirements	Quizzes (20%) Midterm & Final exam (50%) Final project (30%)	pdf
	Textbooks & Reference	Google Machine Learning Crash Course 陳昇瑋 & 溫怡玲, "人工智慧在台灣：產業轉型的契機與挑戰", 2019 人工智能基礎 (高中版), 華東師範大學出版社, 2018 人工智慧導論, 鴻海教育基金會, 2019
0	Past, Present, and Future of AI 人工智慧的前世今生與未來	釋放你的想像力! Free your imagination to unleash your potential
1	What is AI? 人工智慧是什麼?	What is AI? Machine Learning Deep Learning Latest AI Applications	pdf
2	Machine Learning 機器怎麼學習?	Supervised Learning vs. Unsupervised Learning Discrete Data vs. Continous Data Classification and Regression Training & Testing Avoid Overfitting Confusion Matrix	pdf	classifiers
3	Applied Math 機器學習中的數學	Linear Algebra Probability Calculus Optimization	pdf
	Applied Math 機器學習中的數學 (參考資料)	Linear Algebra Scalar, vector, matrix, tensor Matrix multiplication Dot product and outer product Lp norm	pdf
	Applied Math 機器學習中的數學 (參考資料)	Probability Mutually exclusive & independence Conditional Probability & Bayes Theorem Naive Bayes classifier	pdf
	Simple Python Tutorial on Colab 無痛Python程式教學	Python Basic Syntax Google Colab	pdf
4	Supervised Learning 監督式學習	Linear Classification Support Vector Machine (SVM) Linear Regression Logistic Regression	pdf	classifiers regressors
5	Unsupervised Learning 非監督式學習	Clustering Dimensionality Reduction k-means Principle Component Analysis (PCA) Auto-encoder	pdf
	AI Cloud Service 雲端AI訓練服務	Microsoft Azure and customvision.ai Google's Teachable Machine
	演講: 陳昇瑋人工智慧在臺灣：產業轉型的契機與挑戰		slide
6	TensorFlow & Keras 深度學習開發框架簡介	Keras & TensorFlow Google Colab Loss functions Optimizer Batch & Epoch	pdf	IMDB_review financial_news house_pricing
7	Convolutional Neural Networks (CNN) and Image Recognition 捲積神經網路與影像辨識	Image Classification Convolution Operation Max pooling AlexNet, ResNet, Inception, EfficientNet	pdf
	Mock Exam 期中考模擬考題		pdf
8	Natural Language Processing (NLP) 自然語言處理	word2vec (Word Embedding) N-gram & Skip-gram Model GloVe	pdf
9	RNN & LSTM 遞迴式神經網路	Recurrent Neural Network (RNN) Long Short-Term Memory (LSTM) Attention is All You Need	pdf
9-1	Stock Prediction using LSTM		pdf
10	Attention & Transformer	Attention is All You Need Self-attention Transformer BERT GPT-3	pdf
11	Generative Adversarial Networks (GAN) AI藝術大師 - 生成對抗網路	Neural Style Transfer Adversarial Attack DCGAN Pix2Pix CycleGAN Variational Autoencoder	pdf
12	Object Detection 物件偵測	Object detection Objectness, Selective Search and Region Proposal R-CNN, Fast, R-CNN, Faster R-CNN You Only Look Once (YOLO) Single Shot Multi-box Detection (SSD)	pdf
	Lab	Running YOLO v4 on Colab (code)
13	Deep Reinforcement Learning (DRL) 擊敗棋王 - 深度強化學習	Agent, State, Reward, Environment Markov Decision Process (MDP) Deep Q Learning Alpha Zero	pdf
14	Deep Learning in Medical Imaging 醫療影像辨識	CT and MRI imaging Recognizing COVID-19 patients using Lung CT images	pdf
	Neural Networks & Deep Learning 免費的AI訓練工具	Google Colab Kaggle Google AutoML Azure AI